An LLM system with real-time access to ontology services outperforms plain LLM prompting on standardizing 839 HuBMAP legacy metadata records against an expert gold standard.
Structured knowledge base enhances effective use of large language models for metadata curation
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Automated Standardization of Legacy Biomedical Metadata Using an Ontology-Constrained LLM Agent
An LLM system with real-time access to ontology services outperforms plain LLM prompting on standardizing 839 HuBMAP legacy metadata records against an expert gold standard.